Joint Multiple Intent Detection and Slot Filling on MixATIS
89.2Slot F1GEMIS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GEMISBackbone=BART-Large2026.02 | 89.2 | 81.4 | 53.4 | |
| GEMIS w/o AoABackbone=BART-Large, Attention-over-Attention=false2026.02 | 88.6 | 80 | 52.7 | |
| GL-GIN2026.02 | 88.3 | 76.3 | 43.5 | |
| Stack-Propagation2026.02 | 87.8 | 72.1 | 40.1 | |
| Slot-Gated2026.02 | 87.7 | 63.9 | 35.5 | |
| SF-ID2026.02 | 87.4 | 66.2 | 34.9 | |
| AGIF2026.02 | 86.7 | 74.4 | 40.8 | |
| Joint Multiple ID-SF2026.02 | 84.6 | 73.4 | 36.1 |